
use crate::{array::{arr::WArr, data::Data, error::{WError, WResult}}, dtype::cuda::F32};




#[test]
fn test_from_vec1() -> WResult<()> {
    let data1 = WArr::<F32>::from_vec1(vec![1.0f32; 10])?;
    let data2 = WArr::<F32>::from_vec2(vec![vec![2.0f32; 20]; 10])?;
    let t = data1.add(&data2);
    assert_eq!(t.err(), Some(WError::ShapeNumMisMatch(1, 2)));
    Ok(())
}

#[test]
fn test_from_vec2() -> WResult<()> {
    let data1: WArr<F32> = WArr::from_vec1(vec![1.0f32; 10])?;
    let data2 = WArr::from_vec2(vec![vec![2.0f32; 20]; 10])?;
    let t = data1.add(&data2);
    assert_eq!(t.err(), Some(WError::ShapeNumMisMatch(1, 2)));
    Ok(())
}


#[test]
fn test_from_shape() -> WResult<()> {
    let data1: WArr<F32> = WArr::from_shape(10, 1.0f32)?;
    let data2 = WArr::from_shape((10, 20), 1.0f32)?;
    let t = data1.add(&data2);
    assert_eq!(t.err(), Some(WError::ShapeNumMisMatch(1, 2)));
    Ok(())
}


#[test]
fn test_vec_shape3() -> WResult<()> {
    let data1: WArr<F32> = WArr::ones(10)?;
    let data2 = WArr::ones((10, 20))?;
    let t = data1.add(&data2);
    assert_eq!(t.err(), Some(WError::ShapeNumMisMatch(1, 2)));
    Ok(())
}


#[test]
fn test_vec2_matmul() -> WResult<()> {
    let data1: WArr<F32> = WArr::from_vec2(vec![
        vec![1.0f32, 2.0, 3.0],
        vec![4.0, 5.0, 6.0],
        vec![7.0, 8.0, 9.0],
        vec![10.0, 11.0, 12.0],
    ])?;
    let data2 = WArr::from_vec2(vec![
        vec![10.0f32, 20.0, 30.0, 40.0, 50.0],
        vec![60.0, 70.0, 80.0, 90.0, 100.0],
        vec![110.0, 120.0, 130.0, 140.0, 150.0],
    ])?;
    let data3 = WArr::from_vec2(vec![
        vec![ 460.,  520.,  580.,  640.,  700.],
        vec![1000., 1150., 1300., 1450., 1600.],
        vec![1540., 1780., 2020., 2260., 2500.],
        vec![2080., 2410., 2740., 3070., 3400.],
    ])?;
    let t = data1.matmul(&data2)?;
    assert_eq!(t, data3);
    Ok(())
}


#[test]
fn test_vec3_matmul() -> WResult<()> {
    let data1 = (0..120).collect::<Vec<_>>();
    let data2 = (200..320).collect::<Vec<_>>();
    let data1: WArr<F32> = WArr::from_vec1_f64(data1)?.reshape((2, 4, 3, 5))?;
    let data2 = WArr::from_vec1_f64(data2)?.reshape((2, 4, 5, 3))?;

    let data3 = vec![vec![vec![vec![2090, 2100, 2110],
    vec![7240, 7275, 7310],
    vec![12390, 12450, 12510],],
    vec![vec![18815, 18900, 18985],
    vec![24340, 24450, 24560],
    vec![29865, 30000, 30135],],
    vec![vec![37790, 37950, 38110],
    vec![43690, 43875, 44060],
    vec![49590, 49800, 50010],],
    vec![vec![59015, 59250, 59485],
    vec![65290, 65550, 65810],
    vec![71565, 71850, 72135],],],
    vec![vec![vec![82490, 82800, 83110],
    vec![89140, 89475, 89810],
    vec![95790, 96150, 96510],],
    vec![vec![108215, 108600, 108985],
    vec![115240, 115650, 116060],
    vec![122265, 122700, 123135],],
    vec![vec![136190, 136650, 137110],
    vec![143590, 144075, 144560],
    vec![150990, 151500, 152010],],
    vec![vec![166415, 166950, 167485],
    vec![174190, 174750, 175310],
    vec![181965, 182550, 183135],],],];
    let data3 = WArr::from_vec4_f64(data3)?;
    let t = data1.matmul(&data2)?;
    assert_eq!(t, data3);
    Ok(())
}




#[test]
fn test_vec4_transpose1() -> WResult<()> {
    let data = (0..210).collect::<Vec<_>>();
    let data: WArr<F32> = WArr::from_vec1_f64(data)?.reshape((2, 3, 5, 7))?;
    let t = data.transpose(1, 2)?;
    let data2 = vec![vec![vec![vec![0,1,2,3,4,5,6],vec![35,36,37,38,39,40,41],vec![70,71,72,73,74,75,76]],vec![vec![7,8,9,10,11,12,13],vec![42,43,44,45,46,47,48],vec![77,78,79,80,81,82,83]],vec![vec![14,15,16,17,18,19,20],vec![49,50,51,52,53,54,55],vec![84,85,86,87,88,89,90]],vec![vec![21,22,23,24,25,26,27],vec![56,57,58,59,60,61,62],vec![91,92,93,94,95,96,97]],vec![vec![28,29,30,31,32,33,34],vec![63,64,65,66,67,68,69],vec![98,99,100,101,102,103,104]]],vec![vec![vec![105,106,107,108,109,110,111],vec![140,141,142,143,144,145,146],vec![175,176,177,178,179,180,181]],vec![vec![112,113,114,115,116,117,118],vec![147,148,149,150,151,152,153],vec![182,183,184,185,186,187,188]],vec![vec![119,120,121,122,123,124,125],vec![154,155,156,157,158,159,160],vec![189,190,191,192,193,194,195]],vec![vec![126,127,128,129,130,131,132],vec![161,162,163,164,165,166,167],vec![196,197,198,199,200,201,202]],vec![vec![133,134,135,136,137,138,139],vec![168,169,170,171,172,173,174],vec![203,204,205,206,207,208,209]]]];
    let data2 = WArr::from_vec4_f64(data2)?;
    assert_eq!(t, data2);
    Ok(())
}



#[test]
fn test_vec4_transpose2() -> WResult<()> {
    let data = (0..210).collect::<Vec<_>>();
    let data: WArr<F32> = WArr::from_vec1_f64(data)?.reshape((2, 3, 5, 7))?;
    let t = data.transpose(0, 1)?;
    let data2 = vec![vec![vec![vec![0,1,2,3,4,5,6],vec![7,8,9,10,11,12,13],vec![14,15,16,17,18,19,20],vec![21,22,23,24,25,26,27],vec![28,29,30,31,32,33,34]],vec![vec![105,106,107,108,109,110,111],vec![112,113,114,115,116,117,118],vec![119,120,121,122,123,124,125],vec![126,127,128,129,130,131,132],vec![133,134,135,136,137,138,139]]],vec![vec![vec![35,36,37,38,39,40,41],vec![42,43,44,45,46,47,48],vec![49,50,51,52,53,54,55],vec![56,57,58,59,60,61,62],vec![63,64,65,66,67,68,69]],vec![vec![140,141,142,143,144,145,146],vec![147,148,149,150,151,152,153],vec![154,155,156,157,158,159,160],vec![161,162,163,164,165,166,167],vec![168,169,170,171,172,173,174]]],vec![vec![vec![70,71,72,73,74,75,76],vec![77,78,79,80,81,82,83],vec![84,85,86,87,88,89,90],vec![91,92,93,94,95,96,97],vec![98,99,100,101,102,103,104]],vec![vec![175,176,177,178,179,180,181],vec![182,183,184,185,186,187,188],vec![189,190,191,192,193,194,195],vec![196,197,198,199,200,201,202],vec![203,204,205,206,207,208,209]]]];
    let data2 = WArr::from_vec4_f64(data2)?;
    assert_eq!(t, data2);
    Ok(())
}



#[test]
fn test_vec4_transpose3() -> WResult<()> {
    let data = (0..240).collect::<Vec<_>>();
    let data: WArr<F32> = WArr::from_vec1_f64(data)?.reshape((8, 2, 3, 5))?;
    let t = data.transpose(0, 1)?;
    let data2 = vec![vec![vec![vec![0,1,2,3,4],vec![5,6,7,8,9],vec![10,11,12,13,14]],vec![vec![30,31,32,33,34],vec![35,36,37,38,39],vec![40,41,42,43,44]],vec![vec![60,61,62,63,64],vec![65,66,67,68,69],vec![70,71,72,73,74]],vec![vec![90,91,92,93,94],vec![95,96,97,98,99],vec![100,101,102,103,104]],vec![vec![120,121,122,123,124],vec![125,126,127,128,129],vec![130,131,132,133,134]],vec![vec![150,151,152,153,154],vec![155,156,157,158,159],vec![160,161,162,163,164]],vec![vec![180,181,182,183,184],vec![185,186,187,188,189],vec![190,191,192,193,194]],vec![vec![210,211,212,213,214],vec![215,216,217,218,219],vec![220,221,222,223,224]]],vec![vec![vec![15,16,17,18,19],vec![20,21,22,23,24],vec![25,26,27,28,29]],vec![vec![45,46,47,48,49],vec![50,51,52,53,54],vec![55,56,57,58,59]],vec![vec![75,76,77,78,79],vec![80,81,82,83,84],vec![85,86,87,88,89]],vec![vec![105,106,107,108,109],vec![110,111,112,113,114],vec![115,116,117,118,119]],vec![vec![135,136,137,138,139],vec![140,141,142,143,144],vec![145,146,147,148,149]],vec![vec![165,166,167,168,169],vec![170,171,172,173,174],vec![175,176,177,178,179]],vec![vec![195,196,197,198,199],vec![200,201,202,203,204],vec![205,206,207,208,209]],vec![vec![225,226,227,228,229],vec![230,231,232,233,234],vec![235,236,237,238,239]]]];
    let data2 = WArr::from_vec4_f64(data2)?;
    assert_eq!(t, data2);
    Ok(())
}


#[test]
fn test_vec4_transpose4() -> WResult<()> {
    let data = (1..7).collect::<Vec<_>>();
    let data: WArr<F32> = WArr::from_vec1_f64(data)?.reshape((2, 3))?;
    let t = data.t()?;
    let data2 = vec![
        vec![1, 4],
        vec![2, 5],
        vec![3, 6],
    ];
    let data2 = WArr::from_vec2_f64(data2)?;
    assert_eq!(t, data2);
    Ok(())
}


#[test]
fn test_vec_concat() -> WResult<()> {
    let data1 = (0..120).collect::<Vec<_>>();
    let data2 = (200..360).collect::<Vec<_>>();
    let data1: WArr<F32> = WArr::from_vec1_f64(data1)?.reshape((2, 4, 3, 5))?;
    let data2 = WArr::from_vec1_f64(data2)?.reshape((2, 4, 4, 5))?;
    let t = data1.concat(&data2, 2)?;
    let res = vec![vec![vec![vec![0,1,2,3,4],vec![5,6,7,8,9],vec![10,11,12,13,14],vec![200,201,202,203,204],vec![205,206,207,208,209],vec![210,211,212,213,214],vec![215,216,217,218,219]],vec![vec![15,16,17,18,19],vec![20,21,22,23,24],vec![25,26,27,28,29],vec![220,221,222,223,224],vec![225,226,227,228,229],vec![230,231,232,233,234],vec![235,236,237,238,239]],vec![vec![30,31,32,33,34],vec![35,36,37,38,39],vec![40,41,42,43,44],vec![240,241,242,243,244],vec![245,246,247,248,249],vec![250,251,252,253,254],vec![255,256,257,258,259]],vec![vec![45,46,47,48,49],vec![50,51,52,53,54],vec![55,56,57,58,59],vec![260,261,262,263,264],vec![265,266,267,268,269],vec![270,271,272,273,274],vec![275,276,277,278,279]]],vec![vec![vec![60,61,62,63,64],vec![65,66,67,68,69],vec![70,71,72,73,74],vec![280,281,282,283,284],vec![285,286,287,288,289],vec![290,291,292,293,294],vec![295,296,297,298,299]],vec![vec![75,76,77,78,79],vec![80,81,82,83,84],vec![85,86,87,88,89],vec![300,301,302,303,304],vec![305,306,307,308,309],vec![310,311,312,313,314],vec![315,316,317,318,319]],vec![vec![90,91,92,93,94],vec![95,96,97,98,99],vec![100,101,102,103,104],vec![320,321,322,323,324],vec![325,326,327,328,329],vec![330,331,332,333,334],vec![335,336,337,338,339]],vec![vec![105,106,107,108,109],vec![110,111,112,113,114],vec![115,116,117,118,119],vec![340,341,342,343,344],vec![345,346,347,348,349],vec![350,351,352,353,354],vec![355,356,357,358,359]]]];
    let res = WArr::from_vec4_f64(res)?;
    assert_eq!(t, res);
    Ok(())
}



#[test]
fn test_vec_stack() -> WResult<()> {
    let data1 = (0..120).collect::<Vec<_>>();
    let data2 = (200..320).collect::<Vec<_>>();
    let data1: WArr<F32> = WArr::from_vec1_f64(data1)?.reshape((2, 4, 3, 5))?;
    let data2 = WArr::from_vec1_f64(data2)?.reshape((2, 4, 3, 5))?;
    let t = data1.stack(&data2, 2)?;
    let res = vec![vec![vec![vec![vec![0,1,2,3,4],vec![5,6,7,8,9],vec![10,11,12,13,14]],vec![vec![200,201,202,203,204],vec![205,206,207,208,209],vec![210,211,212,213,214]]],vec![vec![vec![15,16,17,18,19],vec![20,21,22,23,24],vec![25,26,27,28,29]],vec![vec![215,216,217,218,219],vec![220,221,222,223,224],vec![225,226,227,228,229]]],vec![vec![vec![30,31,32,33,34],vec![35,36,37,38,39],vec![40,41,42,43,44]],vec![vec![230,231,232,233,234],vec![235,236,237,238,239],vec![240,241,242,243,244]]],vec![vec![vec![45,46,47,48,49],vec![50,51,52,53,54],vec![55,56,57,58,59]],vec![vec![245,246,247,248,249],vec![250,251,252,253,254],vec![255,256,257,258,259]]]],vec![vec![vec![vec![60,61,62,63,64],vec![65,66,67,68,69],vec![70,71,72,73,74]],vec![vec![260,261,262,263,264],vec![265,266,267,268,269],vec![270,271,272,273,274]]],vec![vec![vec![75,76,77,78,79],vec![80,81,82,83,84],vec![85,86,87,88,89]],vec![vec![275,276,277,278,279],vec![280,281,282,283,284],vec![285,286,287,288,289]]],vec![vec![vec![90,91,92,93,94],vec![95,96,97,98,99],vec![100,101,102,103,104]],vec![vec![290,291,292,293,294],vec![295,296,297,298,299],vec![300,301,302,303,304]]],vec![vec![vec![105,106,107,108,109],vec![110,111,112,113,114],vec![115,116,117,118,119]],vec![vec![305,306,307,308,309],vec![310,311,312,313,314],vec![315,316,317,318,319]]]]];
    let res = WArr::from_vec5_f64(res)?;
    assert_eq!(t, res);
    Ok(())
}



#[test]
fn test_arr_sum() -> WResult<()> {
    let data1 = (0..120).collect::<Vec<_>>();
    let data1: WArr<F32> = WArr::from_vec1_f64(data1)?.reshape((2, 4, 3, 5))?;
    let t = data1.sum(2)?;
    let res = vec![vec![vec![vec![15,18,21,24,27]],vec![vec![60,63,66,69,72]],vec![vec![105,108,111,114,117]],vec![vec![150,153,156,159,162]]],vec![vec![vec![195,198,201,204,207]],vec![vec![240,243,246,249,252]],vec![vec![285,288,291,294,297]],vec![vec![330,333,336,339,342]]]];
    let res = WArr::from_vec4_f64(res)?;
    assert_eq!(t, res);
    Ok(())
}


#[test]
fn test_arr_broadcast1() -> WResult<()> {
    let data1 = (0..40).collect::<Vec<_>>();
    let data1: WArr<F32> = WArr::from_vec1_f64(data1)?.reshape((2, 4, 1, 5))?;
    let t = data1.broadcast(2, 3)?;
    let res = vec![vec![vec![vec![0,1,2,3,4],vec![0,1,2,3,4],vec![0,1,2,3,4]],vec![vec![5,6,7,8,9],vec![5,6,7,8,9],vec![5,6,7,8,9]],vec![vec![10,11,12,13,14],vec![10,11,12,13,14],vec![10,11,12,13,14]],vec![vec![15,16,17,18,19],vec![15,16,17,18,19],vec![15,16,17,18,19]]],vec![vec![vec![20,21,22,23,24],vec![20,21,22,23,24],vec![20,21,22,23,24]],vec![vec![25,26,27,28,29],vec![25,26,27,28,29],vec![25,26,27,28,29]],vec![vec![30,31,32,33,34],vec![30,31,32,33,34],vec![30,31,32,33,34]],vec![vec![35,36,37,38,39],vec![35,36,37,38,39],vec![35,36,37,38,39]]]];
    let res = WArr::from_vec4_f64(res)?;
    assert_eq!(t, res);
    Ok(())
}


#[test]
fn test_arr_concat1() -> WResult<()> {
    let data1 = (0..40).collect::<Vec<_>>();
    let data1: WArr<F32> = WArr::from_vec1_f64(data1)?.reshape((2, 4, 5))?;
    let t = data1.concat(&data1, 1)?;
    let res = vec![vec![vec![0,1,2,3,4],vec![5,6,7,8,9],vec![10,11,12,13,14],vec![15,16,17,18,19],vec![0,1,2,3,4],vec![5,6,7,8,9],vec![10,11,12,13,14],vec![15,16,17,18,19]],vec![vec![20,21,22,23,24],vec![25,26,27,28,29],vec![30,31,32,33,34],vec![35,36,37,38,39],vec![20,21,22,23,24],vec![25,26,27,28,29],vec![30,31,32,33,34],vec![35,36,37,38,39]]];
    let res = WArr::from_vec3_f64(res)?;
    assert_eq!(t, res);
    Ok(())
}




#[test]
fn test_vec6_matmul() -> WResult<()> {
    let data1: WArr<F32> = WArr::from_vec2(vec![vec![0.0f32],vec![1.0],vec![2.0],vec![3.0]])?;
    let data2 = WArr::from_vec2(vec![vec![0.0, 1.0, 2.0, 3.0]])?;
    let data3 = WArr::from_vec2(vec![vec![0.0, 0.0, 0.0, 0.0],vec![0.0, 1.0, 2.0, 3.0],vec![0.0, 2.0, 4.0, 6.0],vec![0.0, 3.0, 6.0, 9.0]])?;
    let t = data1.matmul(&data2)?;
    assert_eq!(t, data3);
    Ok(())
}



#[test]
fn test_vec7_matmul() -> WResult<()> {
    let data1: WArr<F32> = WArr::from_vec2(vec![vec![0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0], vec![8.0, 9.0, 10.0, 11.0, 12.0, 13.0, 14.0, 15.0], vec![16.0, 17.0, 18.0, 19.0, 20.0, 21.0, 22.0, 23.0], vec![24.0, 25.0, 26.0, 27.0, 28.0, 29.0, 30.0, 31.0], vec![32.0, 33.0, 34.0, 35.0, 36.0, 37.0, 38.0, 39.0]])?;
    let data2 = WArr::from_vec2(vec![vec![0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0], vec![7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0], vec![14.0, 15.0, 16.0, 17.0, 18.0, 19.0, 20.0], vec![21.0, 22.0, 23.0, 24.0, 25.0, 26.0, 27.0], vec![28.0, 29.0, 30.0, 31.0, 32.0, 33.0, 34.0], vec![35.0, 36.0, 37.0, 38.0, 39.0, 40.0, 41.0], vec![42.0, 43.0, 44.0, 45.0, 46.0, 47.0, 48.0], vec![49.0, 50.0, 51.0, 52.0, 53.0, 54.0, 55.0]])?;
    let data3 = WArr::from_vec2(vec![vec![980.0, 1008.0, 1036.0, 1064.0, 1092.0, 1120.0, 1148.0], vec![2548.0, 2640.0, 2732.0, 2824.0, 2916.0, 3008.0, 3100.0], vec![4116.0, 4272.0, 4428.0, 4584.0, 4740.0, 4896.0, 5052.0], vec![5684.0, 5904.0, 6124.0, 6344.0, 6564.0, 6784.0, 7004.0], vec![7252.0, 7536.0, 7820.0, 8104.0, 8388.0, 8672.0, 8956.0]])?;
    let t = data1.matmul(&data2)?;
    assert_eq!(t, data3);
    Ok(())
}



#[test]
fn test_arr4_transpose5() -> WResult<()> {
    let data1: WArr<F32> = WArr::from_vec2(vec![vec![0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0], vec![10.0, 11.0, 12.0, 13.0, 14.0, 15.0, 16.0, 17.0, 18.0, 19.0], vec![20.0, 21.0, 22.0, 23.0, 24.0, 25.0, 26.0, 27.0, 28.0, 29.0], vec![30.0, 31.0, 32.0, 33.0, 34.0, 35.0, 36.0, 37.0, 38.0, 39.0], vec![40.0, 41.0, 42.0, 43.0, 44.0, 45.0, 46.0, 47.0, 48.0, 49.0], vec![50.0, 51.0, 52.0, 53.0, 54.0, 55.0, 56.0, 57.0, 58.0, 59.0], vec![60.0, 61.0, 62.0, 63.0, 64.0, 65.0, 66.0, 67.0, 68.0, 69.0], vec![70.0, 71.0, 72.0, 73.0, 74.0, 75.0, 76.0, 77.0, 78.0, 79.0], vec![80.0, 81.0, 82.0, 83.0, 84.0, 85.0, 86.0, 87.0, 88.0, 89.0], vec![90.0, 91.0, 92.0, 93.0, 94.0, 95.0, 96.0, 97.0, 98.0, 99.0], vec![100.0, 101.0, 102.0, 103.0, 104.0, 105.0, 106.0, 107.0, 108.0, 109.0], vec![110.0, 111.0, 112.0, 113.0, 114.0, 115.0, 116.0, 117.0, 118.0, 119.0], vec![120.0, 121.0, 122.0, 123.0, 124.0, 125.0, 126.0, 127.0, 128.0, 129.0], vec![130.0, 131.0, 132.0, 133.0, 134.0, 135.0, 136.0, 137.0, 138.0, 139.0], vec![140.0, 141.0, 142.0, 143.0, 144.0, 145.0, 146.0, 147.0, 148.0, 149.0], vec![150.0, 151.0, 152.0, 153.0, 154.0, 155.0, 156.0, 157.0, 158.0, 159.0], vec![160.0, 161.0, 162.0, 163.0, 164.0, 165.0, 166.0, 167.0, 168.0, 169.0], vec![170.0, 171.0, 172.0, 173.0, 174.0, 175.0, 176.0, 177.0, 178.0, 179.0], vec![180.0, 181.0, 182.0, 183.0, 184.0, 185.0, 186.0, 187.0, 188.0, 189.0], vec![190.0, 191.0, 192.0, 193.0, 194.0, 195.0, 196.0, 197.0, 198.0, 199.0], vec![200.0, 201.0, 202.0, 203.0, 204.0, 205.0, 206.0, 207.0, 208.0, 209.0], vec![210.0, 211.0, 212.0, 213.0, 214.0, 215.0, 216.0, 217.0, 218.0, 219.0], vec![220.0, 221.0, 222.0, 223.0, 224.0, 225.0, 226.0, 227.0, 228.0, 229.0], vec![230.0, 231.0, 232.0, 233.0, 234.0, 235.0, 236.0, 237.0, 238.0, 239.0], vec![240.0, 241.0, 242.0, 243.0, 244.0, 245.0, 246.0, 247.0, 248.0, 249.0], vec![250.0, 251.0, 252.0, 253.0, 254.0, 255.0, 256.0, 257.0, 258.0, 259.0], vec![260.0, 261.0, 262.0, 263.0, 264.0, 265.0, 266.0, 267.0, 268.0, 269.0], vec![270.0, 271.0, 272.0, 273.0, 274.0, 275.0, 276.0, 277.0, 278.0, 279.0], vec![280.0, 281.0, 282.0, 283.0, 284.0, 285.0, 286.0, 287.0, 288.0, 289.0], vec![290.0, 291.0, 292.0, 293.0, 294.0, 295.0, 296.0, 297.0, 298.0, 299.0], vec![300.0, 301.0, 302.0, 303.0, 304.0, 305.0, 306.0, 307.0, 308.0, 309.0], vec![310.0, 311.0, 312.0, 313.0, 314.0, 315.0, 316.0, 317.0, 318.0, 319.0], vec![320.0, 321.0, 322.0, 323.0, 324.0, 325.0, 326.0, 327.0, 328.0, 329.0], vec![330.0, 331.0, 332.0, 333.0, 334.0, 335.0, 336.0, 337.0, 338.0, 339.0], vec![340.0, 341.0, 342.0, 343.0, 344.0, 345.0, 346.0, 347.0, 348.0, 349.0], vec![350.0, 351.0, 352.0, 353.0, 354.0, 355.0, 356.0, 357.0, 358.0, 359.0], vec![360.0, 361.0, 362.0, 363.0, 364.0, 365.0, 366.0, 367.0, 368.0, 369.0], vec![370.0, 371.0, 372.0, 373.0, 374.0, 375.0, 376.0, 377.0, 378.0, 379.0], vec![380.0, 381.0, 382.0, 383.0, 384.0, 385.0, 386.0, 387.0, 388.0, 389.0], vec![390.0, 391.0, 392.0, 393.0, 394.0, 395.0, 396.0, 397.0, 398.0, 399.0], vec![400.0, 401.0, 402.0, 403.0, 404.0, 405.0, 406.0, 407.0, 408.0, 409.0], vec![410.0, 411.0, 412.0, 413.0, 414.0, 415.0, 416.0, 417.0, 418.0, 419.0], vec![420.0, 421.0, 422.0, 423.0, 424.0, 425.0, 426.0, 427.0, 428.0, 429.0], vec![430.0, 431.0, 432.0, 433.0, 434.0, 435.0, 436.0, 437.0, 438.0, 439.0], vec![440.0, 441.0, 442.0, 443.0, 444.0, 445.0, 446.0, 447.0, 448.0, 449.0], vec![450.0, 451.0, 452.0, 453.0, 454.0, 455.0, 456.0, 457.0, 458.0, 459.0], vec![460.0, 461.0, 462.0, 463.0, 464.0, 465.0, 466.0, 467.0, 468.0, 469.0], vec![470.0, 471.0, 472.0, 473.0, 474.0, 475.0, 476.0, 477.0, 478.0, 479.0], vec![480.0, 481.0, 482.0, 483.0, 484.0, 485.0, 486.0, 487.0, 488.0, 489.0], vec![490.0, 491.0, 492.0, 493.0, 494.0, 495.0, 496.0, 497.0, 498.0, 499.0], vec![500.0, 501.0, 502.0, 503.0, 504.0, 505.0, 506.0, 507.0, 508.0, 509.0], vec![510.0, 511.0, 512.0, 513.0, 514.0, 515.0, 516.0, 517.0, 518.0, 519.0], vec![520.0, 521.0, 522.0, 523.0, 524.0, 525.0, 526.0, 527.0, 528.0, 529.0], vec![530.0, 531.0, 532.0, 533.0, 534.0, 535.0, 536.0, 537.0, 538.0, 539.0], vec![540.0, 541.0, 542.0, 543.0, 544.0, 545.0, 546.0, 547.0, 548.0, 549.0], vec![550.0, 551.0, 552.0, 553.0, 554.0, 555.0, 556.0, 557.0, 558.0, 559.0], vec![560.0, 561.0, 562.0, 563.0, 564.0, 565.0, 566.0, 567.0, 568.0, 569.0], vec![570.0, 571.0, 572.0, 573.0, 574.0, 575.0, 576.0, 577.0, 578.0, 579.0], vec![580.0, 581.0, 582.0, 583.0, 584.0, 585.0, 586.0, 587.0, 588.0, 589.0], vec![590.0, 591.0, 592.0, 593.0, 594.0, 595.0, 596.0, 597.0, 598.0, 599.0], vec![600.0, 601.0, 602.0, 603.0, 604.0, 605.0, 606.0, 607.0, 608.0, 609.0], vec![610.0, 611.0, 612.0, 613.0, 614.0, 615.0, 616.0, 617.0, 618.0, 619.0], vec![620.0, 621.0, 622.0, 623.0, 624.0, 625.0, 626.0, 627.0, 628.0, 629.0], vec![630.0, 631.0, 632.0, 633.0, 634.0, 635.0, 636.0, 637.0, 638.0, 639.0], vec![640.0, 641.0, 642.0, 643.0, 644.0, 645.0, 646.0, 647.0, 648.0, 649.0], vec![650.0, 651.0, 652.0, 653.0, 654.0, 655.0, 656.0, 657.0, 658.0, 659.0], vec![660.0, 661.0, 662.0, 663.0, 664.0, 665.0, 666.0, 667.0, 668.0, 669.0], vec![670.0, 671.0, 672.0, 673.0, 674.0, 675.0, 676.0, 677.0, 678.0, 679.0], vec![680.0, 681.0, 682.0, 683.0, 684.0, 685.0, 686.0, 687.0, 688.0, 689.0], vec![690.0, 691.0, 692.0, 693.0, 694.0, 695.0, 696.0, 697.0, 698.0, 699.0], vec![700.0, 701.0, 702.0, 703.0, 704.0, 705.0, 706.0, 707.0, 708.0, 709.0], vec![710.0, 711.0, 712.0, 713.0, 714.0, 715.0, 716.0, 717.0, 718.0, 719.0], vec![720.0, 721.0, 722.0, 723.0, 724.0, 725.0, 726.0, 727.0, 728.0, 729.0], vec![730.0, 731.0, 732.0, 733.0, 734.0, 735.0, 736.0, 737.0, 738.0, 739.0], vec![740.0, 741.0, 742.0, 743.0, 744.0, 745.0, 746.0, 747.0, 748.0, 749.0], vec![750.0, 751.0, 752.0, 753.0, 754.0, 755.0, 756.0, 757.0, 758.0, 759.0], vec![760.0, 761.0, 762.0, 763.0, 764.0, 765.0, 766.0, 767.0, 768.0, 769.0], vec![770.0, 771.0, 772.0, 773.0, 774.0, 775.0, 776.0, 777.0, 778.0, 779.0], vec![780.0, 781.0, 782.0, 783.0, 784.0, 785.0, 786.0, 787.0, 788.0, 789.0], vec![790.0, 791.0, 792.0, 793.0, 794.0, 795.0, 796.0, 797.0, 798.0, 799.0], vec![800.0, 801.0, 802.0, 803.0, 804.0, 805.0, 806.0, 807.0, 808.0, 809.0], vec![810.0, 811.0, 812.0, 813.0, 814.0, 815.0, 816.0, 817.0, 818.0, 819.0], vec![820.0, 821.0, 822.0, 823.0, 824.0, 825.0, 826.0, 827.0, 828.0, 829.0], vec![830.0, 831.0, 832.0, 833.0, 834.0, 835.0, 836.0, 837.0, 838.0, 839.0], vec![840.0, 841.0, 842.0, 843.0, 844.0, 845.0, 846.0, 847.0, 848.0, 849.0], vec![850.0, 851.0, 852.0, 853.0, 854.0, 855.0, 856.0, 857.0, 858.0, 859.0], vec![860.0, 861.0, 862.0, 863.0, 864.0, 865.0, 866.0, 867.0, 868.0, 869.0], vec![870.0, 871.0, 872.0, 873.0, 874.0, 875.0, 876.0, 877.0, 878.0, 879.0], vec![880.0, 881.0, 882.0, 883.0, 884.0, 885.0, 886.0, 887.0, 888.0, 889.0], vec![890.0, 891.0, 892.0, 893.0, 894.0, 895.0, 896.0, 897.0, 898.0, 899.0], vec![900.0, 901.0, 902.0, 903.0, 904.0, 905.0, 906.0, 907.0, 908.0, 909.0], vec![910.0, 911.0, 912.0, 913.0, 914.0, 915.0, 916.0, 917.0, 918.0, 919.0], vec![920.0, 921.0, 922.0, 923.0, 924.0, 925.0, 926.0, 927.0, 928.0, 929.0], vec![930.0, 931.0, 932.0, 933.0, 934.0, 935.0, 936.0, 937.0, 938.0, 939.0], vec![940.0, 941.0, 942.0, 943.0, 944.0, 945.0, 946.0, 947.0, 948.0, 949.0], vec![950.0, 951.0, 952.0, 953.0, 954.0, 955.0, 956.0, 957.0, 958.0, 959.0], vec![960.0, 961.0, 962.0, 963.0, 964.0, 965.0, 966.0, 967.0, 968.0, 969.0], vec![970.0, 971.0, 972.0, 973.0, 974.0, 975.0, 976.0, 977.0, 978.0, 979.0], vec![980.0, 981.0, 982.0, 983.0, 984.0, 985.0, 986.0, 987.0, 988.0, 989.0], vec![990.0, 991.0, 992.0, 993.0, 994.0, 995.0, 996.0, 997.0, 998.0, 999.0], vec![1000.0, 1001.0, 1002.0, 1003.0, 1004.0, 1005.0, 1006.0, 1007.0, 1008.0, 1009.0], vec![1010.0, 1011.0, 1012.0, 1013.0, 1014.0, 1015.0, 1016.0, 1017.0, 1018.0, 1019.0], vec![1020.0, 1021.0, 1022.0, 1023.0, 1024.0, 1025.0, 1026.0, 1027.0, 1028.0, 1029.0], vec![1030.0, 1031.0, 1032.0, 1033.0, 1034.0, 1035.0, 1036.0, 1037.0, 1038.0, 1039.0], vec![1040.0, 1041.0, 1042.0, 1043.0, 1044.0, 1045.0, 1046.0, 1047.0, 1048.0, 1049.0], vec![1050.0, 1051.0, 1052.0, 1053.0, 1054.0, 1055.0, 1056.0, 1057.0, 1058.0, 1059.0], vec![1060.0, 1061.0, 1062.0, 1063.0, 1064.0, 1065.0, 1066.0, 1067.0, 1068.0, 1069.0], vec![1070.0, 1071.0, 1072.0, 1073.0, 1074.0, 1075.0, 1076.0, 1077.0, 1078.0, 1079.0], vec![1080.0, 1081.0, 1082.0, 1083.0, 1084.0, 1085.0, 1086.0, 1087.0, 1088.0, 1089.0], vec![1090.0, 1091.0, 1092.0, 1093.0, 1094.0, 1095.0, 1096.0, 1097.0, 1098.0, 1099.0], vec![1100.0, 1101.0, 1102.0, 1103.0, 1104.0, 1105.0, 1106.0, 1107.0, 1108.0, 1109.0], vec![1110.0, 1111.0, 1112.0, 1113.0, 1114.0, 1115.0, 1116.0, 1117.0, 1118.0, 1119.0], vec![1120.0, 1121.0, 1122.0, 1123.0, 1124.0, 1125.0, 1126.0, 1127.0, 1128.0, 1129.0], vec![1130.0, 1131.0, 1132.0, 1133.0, 1134.0, 1135.0, 1136.0, 1137.0, 1138.0, 1139.0], vec![1140.0, 1141.0, 1142.0, 1143.0, 1144.0, 1145.0, 1146.0, 1147.0, 1148.0, 1149.0], vec![1150.0, 1151.0, 1152.0, 1153.0, 1154.0, 1155.0, 1156.0, 1157.0, 1158.0, 1159.0], vec![1160.0, 1161.0, 1162.0, 1163.0, 1164.0, 1165.0, 1166.0, 1167.0, 1168.0, 1169.0], vec![1170.0, 1171.0, 1172.0, 1173.0, 1174.0, 1175.0, 1176.0, 1177.0, 1178.0, 1179.0], vec![1180.0, 1181.0, 1182.0, 1183.0, 1184.0, 1185.0, 1186.0, 1187.0, 1188.0, 1189.0], vec![1190.0, 1191.0, 1192.0, 1193.0, 1194.0, 1195.0, 1196.0, 1197.0, 1198.0, 1199.0], vec![1200.0, 1201.0, 1202.0, 1203.0, 1204.0, 1205.0, 1206.0, 1207.0, 1208.0, 1209.0], vec![1210.0, 1211.0, 1212.0, 1213.0, 1214.0, 1215.0, 1216.0, 1217.0, 1218.0, 1219.0], vec![1220.0, 1221.0, 1222.0, 1223.0, 1224.0, 1225.0, 1226.0, 1227.0, 1228.0, 1229.0], vec![1230.0, 1231.0, 1232.0, 1233.0, 1234.0, 1235.0, 1236.0, 1237.0, 1238.0, 1239.0], vec![1240.0, 1241.0, 1242.0, 1243.0, 1244.0, 1245.0, 1246.0, 1247.0, 1248.0, 1249.0], vec![1250.0, 1251.0, 1252.0, 1253.0, 1254.0, 1255.0, 1256.0, 1257.0, 1258.0, 1259.0], vec![1260.0, 1261.0, 1262.0, 1263.0, 1264.0, 1265.0, 1266.0, 1267.0, 1268.0, 1269.0], vec![1270.0, 1271.0, 1272.0, 1273.0, 1274.0, 1275.0, 1276.0, 1277.0, 1278.0, 1279.0], vec![1280.0, 1281.0, 1282.0, 1283.0, 1284.0, 1285.0, 1286.0, 1287.0, 1288.0, 1289.0], vec![1290.0, 1291.0, 1292.0, 1293.0, 1294.0, 1295.0, 1296.0, 1297.0, 1298.0, 1299.0], vec![1300.0, 1301.0, 1302.0, 1303.0, 1304.0, 1305.0, 1306.0, 1307.0, 1308.0, 1309.0], vec![1310.0, 1311.0, 1312.0, 1313.0, 1314.0, 1315.0, 1316.0, 1317.0, 1318.0, 1319.0], vec![1320.0, 1321.0, 1322.0, 1323.0, 1324.0, 1325.0, 1326.0, 1327.0, 1328.0, 1329.0], vec![1330.0, 1331.0, 1332.0, 1333.0, 1334.0, 1335.0, 1336.0, 1337.0, 1338.0, 1339.0], vec![1340.0, 1341.0, 1342.0, 1343.0, 1344.0, 1345.0, 1346.0, 1347.0, 1348.0, 1349.0], vec![1350.0, 1351.0, 1352.0, 1353.0, 1354.0, 1355.0, 1356.0, 1357.0, 1358.0, 1359.0], vec![1360.0, 1361.0, 1362.0, 1363.0, 1364.0, 1365.0, 1366.0, 1367.0, 1368.0, 1369.0], vec![1370.0, 1371.0, 1372.0, 1373.0, 1374.0, 1375.0, 1376.0, 1377.0, 1378.0, 1379.0], vec![1380.0, 1381.0, 1382.0, 1383.0, 1384.0, 1385.0, 1386.0, 1387.0, 1388.0, 1389.0], vec![1390.0, 1391.0, 1392.0, 1393.0, 1394.0, 1395.0, 1396.0, 1397.0, 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    let t = data1.t()?;
    assert_eq!(t, data2);
    Ok(())
}



#[test]
fn test_big_memory() -> WResult<()> {
    let data = (0..102400).collect::<Vec<_>>();
    let data: WArr<F32> = WArr::from_vec1_f64(data)?;
    let data1 = data.reshape((1024, 100))?;
    let data2 = data.reshape((100, 1024))?;

    let ts = (0..100).map(| _ |{
        data1.matmul(&data2)
    }).collect::<WResult<Vec<_>>>()?;
    
    for t in ts.into_iter() {
        assert_eq!(t.data.to_vec()?.len(), 1024*1024);
    }

    Ok(())
}
